Observational studyNicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco2023
Subtypes of Dual Users of Combustible and Electronic Cigarettes: Longitudinal Changes in Product Use and Dependence Symptomatology.
Observational study in Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Identifying Latent Classes of Dual Cigarette/ENDS Users Based on Motivations for ENDS Use: Product Substitution Versus Complementary Use.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2026Article
- Applied statistical methods for identifying features of heart rate that are associated with nicotine vaping.The American journal of drug and alcohol abuse · 2025Article
- Identifying and Understanding Use Trajectories of Cigarettes and E-Cigarettes.Substance use & misuse · 2025Article
- Understanding the motivational mechanisms for smoking and vaping among dual users and exclusive smokers.Drug and alcohol dependence · 2024Article
- Patterns of Use of e-Cigarettes and Their Respiratory Effects: Protocol for an Umbrella Review.JMIR research protocols · 2024Article
- Dependence motives and use contexts that predicted smoking cessation and vaping cessation: A two-year longitudinal study with 13 waves.Drug and alcohol dependence · 2023Article
Corrections and comments
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Authors and funding
7 authors.
Funding
Abstract
introductionCross-sectional surveys found behavioral heterogeneity among dual users of combustible and electronic cigarettes. Yet, prior classification did not reflect dynamic interactions between cigarette and e-cigarette consumption, which may reveal changes in product-specific dependence. The contexts of dual use that could inform intervention were also understudied.
methodsThis study conducted secondary analysis on 13 waves of data from 227 dual users who participated in a 2-year observational study. The k-means method for joint trajectories of cigarette and e-cigarette consumption was adopted to identify the subtypes of dual users. The time-varying effect model was used to characterize the subtype-specific trajectories of cigarette and e-cigarette dependence. The subtypes were also compared in terms of use contexts.
resultsThe four clusters were identified: light dual users, predominant vapers, heavy dual users, and predominant smokers. Although heavy dual users and predominant smokers both smoked heavily at baseline, by maintaining vaping at the weekly to daily level the heavy dual users were able to considerably reduce cigarette use. Yet, the heavy dual users' drop in cigarette dependence was not as dramatic as their drop in cigarette consumption. Predominant vapers appeared to engage in substitution, as they decreased their smoking and increased their e-cigarette dependence. They were also more likely to live in environments with smoking restrictions and report that their use of e-cigarettes reduced cigarette craving and smoking frequency.
conclusionsEnvironmental constraints can drive substitution behavior and the substitution behavior is able to be sustained if people find the substitute to be effective. IMPLICATIONS: This study characterizes subtypes of dual users based on the dynamic interactions between cigarette use and e-cigarette use as well as product-specific trajectories of dependence. The subtypes differ in not only sociodemographic characteristics but also contexts of cigarette and e-cigarette use. Higher motivation to use e-cigarettes to quit smoking and less permissive environment for smoking may promote substitution of cigarettes by e-cigarettes.
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